def test_str_compdat():
"""Test compdat parsing directly on strings"""
schstr = """
COMPDAT
'OP1' 33 110 31 31 'OPEN' 1* 6467.31299 0.216 506642.25 0 1* 'Y' 7.18 /
-- comments.
/
"""
deck = EclFiles.str2deck(schstr)
compdfs = compdat.deck2dfs(deck)
compdat_df = compdfs["COMPDAT"]
assert compdat_df.loc[0, "SATN"] == 0
assert not compdat_df.loc[0, "DFACT"]
assert compdat_df.loc[0, "DIR"] == "Y"
schstr = """
COMPDAT
'FOO' 303 1010 031 39 /
/
"""
compdat_df = compdat.deck2dfs(EclFiles.str2deck(schstr))["COMPDAT"]
assert len(compdat_df) == 9
assert not compdat_df["DFACT"].values[0]
assert not compdat_df["TRAN"].values[0]
assert compdat_df["I"].values[0] == 303
def test_applywelopen():
schstr = """
DATES
1 MAY 2001 /
/
COMPDAT
'OP1' 33 110 31 31 'OPEN' /
/
WELOPEN
'OP1' 'SHUT' /
/
TSTEP
1 /
COMPDAT
'OP2' 66 110 31 31 'OPEN' /
/
WELOPEN
'OP1' 'OPEN' /
/
TSTEP
2 3 /
WELOPEN
'OP1' 'POPN' /
'OP2' 'SHUT' /
/
"""
df = compdat.deck2dfs(EclFiles.str2deck(schstr))["COMPDAT"]
assert df.shape[0] == 5
assert df["OP/SH"].nunique() == 2
assert df["DATE"].nunique() == 3
schstr = """
DATES
1 MAY 2001 /
/
COMPDAT
'OP1' 33 110 31 31 'OPEN' /
/
WELOPEN
'OP2' 'SHUT' /
/"""
with pytest.raises(ValueError):
compdat.deck2dfs(EclFiles.str2deck(schstr))["COMPDAT"]
def test_unrollwelsegs():
"""Test unrolling of welsegs."""
schstr = """
WELSEGS
-- seg_start to seg_end (two first items in second record) is a range of
-- 2 segments, should be automatically unrolled to 2 rows.
'OP1' 1689 1923 1.0E-5 'ABS' 'HFA' 'HO' / comment without -- identifier
2 3 1 1 1923.9 1689.000 0.1172 0.000015 /
/
"""
df = compdat.deck2dfs(EclFiles.str2deck(schstr))["WELSEGS"]
assert len(df) == 2
df = compdat.deck2dfs(EclFiles.str2deck(schstr), unroll=False)["WELSEGS"]
assert len(df) == 1
def test_welopen(test_input, expected):
"""Test with WELOPEN present"""
deck = EclFiles.str2deck(test_input)
compdf = compdat.deck2dfs(deck)["COMPDAT"]
columns_to_check = ["WELL", "I", "J", "K1", "K2", "OP/SH", "DATE"]
assert (compdf[columns_to_check] == expected[columns_to_check]).all(axis=None)
def test_wsegsicd():
"""Test the WSEGSICD parser for column names and default values
Proves bug 232 is fixed.
"""
schstr = """WSEGSICD
'WELL_A' 31 31 0.00178 0.57975861 1* 1* 0.7
1* 1* 1 1*
OPEN /
/
"""
deck = EclFiles.str2deck(schstr)
wsegsicd = compdat.deck2dfs(deck)["WSEGSICD"]
pd.testing.assert_frame_equal(
wsegsicd,
pd.DataFrame(data=[{
"WELL": "WELL_A",
"SEGMENT1": 31,
"SEGMENT2": 31,
"STRENGTH": 0.00178,
"LENGTH": 0.57975861,
"DENSITY_CALI": 1000.25,
"VISCOSITY_CALI": 1.45,
"CRITICAL_VALUE": 0.7,
"WIDTH_TRANS": 0.05,
"MAX_VISC_RATIO": 5,
"METHOD_SCALING_FACTOR": 1,
"MAX_ABS_RATE": None,
"STATUS": "OPEN",
"DATE": None,
}]),
)
def test_wsegvalv():
"""Test the WSEGVALV parser for column names and default values"""
schstr = """
WSEGVALV
-- WELL SEG CV AC Lex Dp ROUGH Ap STATUS A_MAX
WELL_A 31 0.0084252 0.00075 0.5 0.216 0.0005 0.0366 SHUT 0.0008 /
/
"""
deck = EclFiles.str2deck(schstr)
wsegvalv = compdat.deck2dfs(deck)["WSEGVALV"]
pd.testing.assert_frame_equal(
wsegvalv,
pd.DataFrame(
data=[
{
"WELL": "WELL_A",
"SEGMENT_NUMBER": 31,
"CV": 0.0084252,
"AREA": 0.00075,
"EXTRA_LENGTH": 0.5,
"PIPE_D": 0.216,
"ROUGHNESS": 0.0005,
"PIPE_A": 0.0366,
"STATUS": "SHUT",
"MAX_A": 0.0008,
"DATE": None,
}
]
),
)
def test_wsegvalv_max_default():
"""Test the WSEGVALV parser for column names and default values. NB: Default
values are taken from other keywords in Eclipse except STATUS, which is OPEN
by default. Combination of keywords is not tested here."""
schstr = """
WSEGVALV
-- WELL SEG CV AC
WELL_A 31 0.0084252 0.00075 6* /
/
"""
deck = EclFiles.str2deck(schstr)
wsegvalv = compdat.deck2dfs(deck)["WSEGVALV"]
pd.testing.assert_frame_equal(
wsegvalv,
pd.DataFrame(
data=[
{
"WELL": "WELL_A",
"SEGMENT_NUMBER": 31,
"CV": 0.0084252,
"AREA": 0.00075,
"EXTRA_LENGTH": None,
"PIPE_D": None,
"ROUGHNESS": None,
"PIPE_A": None,
"STATUS": "OPEN",
"MAX_A": None,
"DATE": None,
}
]
),
)
def test_tstep():
"""Test with TSTEP present"""
schstr = """
DATES
1 MAY 2001 /
/
COMPDAT
'OP1' 33 110 31 31 'OPEN' /
/
TSTEP
1 /
COMPDAT
'OP1' 34 111 32 32 'OPEN' /
/
TSTEP
2 3 /
COMPDAT
'OP1' 35 111 33 33 'SHUT' /
/
"""
deck = EclFiles.str2deck(schstr)
compdf = compdat.deck2dfs(deck)["COMPDAT"]
dates = [str(x) for x in compdf["DATE"].unique()]
assert len(dates) == 3
assert "2001-05-01" in dates
assert "2001-05-02" in dates
assert "2001-05-07" in dates
def test_msw_schfile2df():
"""Test that we can process individual files with AICD and ICD MSW"""
deck = EclFiles.file2deck(SCHFILE_AICD)
compdfs = compdat.deck2dfs(deck)
assert not compdfs["WSEGAICD"].empty
assert not compdfs["WSEGAICD"].columns.empty
deck = EclFiles.file2deck(SCHFILE_ICD)
compdfs = compdat.deck2dfs(deck)
assert not compdfs["WSEGSICD"].empty
assert not compdfs["WSEGSICD"].columns.empty
deck = EclFiles.file2deck(SCHFILE_VALV)
compdfs = compdat.deck2dfs(deck)
assert not compdfs["WSEGVALV"].empty
assert not compdfs["WSEGVALV"].columns.empty
def test_welopen_df():
"""Test that we can obtain WELOPEN information when it applies on well state,
not on connections."""
deck = EclFiles.str2deck(
"""
DATES
1 JAN 2000 /
/
COMPDAT
'OP1' 1 1 1 1 'OPEN' /
/
WELOPEN
'OP1' 'SHUT' / -- This is ignored for connections
/
"""
)
print(compdat.deck2dfs(deck)["WELOPEN"])
pd.testing.assert_frame_equal(
compdat.deck2dfs(deck)["WELOPEN"],
pd.DataFrame(
columns=[
"DATE",
"WELL",
"I",
"J",
"K",
"C1",
"C2",
"STATUS",
"KEYWORD_IDX",
],
data=[
[
datetime.date(2000, 1, 1),
"OP1",
None,
None,
None,
None,
None,
"SHUT",
2,
],
],
),
check_like=True,
)
def test_comp2df():
"""Test that dataframes are produced"""
eclfiles = EclFiles(EIGHTCELLS)
compdfs = compdat.deck2dfs(eclfiles.get_ecldeck())
assert not compdfs["COMPDAT"].empty
assert not compdfs["WELSEGS"].empty
assert not compdfs["COMPSEGS"].empty
assert not compdfs["COMPDAT"].columns.empty
def test_unrollcompdatk1k2():
"""Test unrolling of k1-k2 ranges in COMPDAT"""
schstr = """
COMPDAT
-- K1 to K2 is a range of 11 layers, should be automatically
-- unrolled to 11 rows.
'OP1' 33 44 10 20 /
/
"""
df = compdat.deck2dfs(EclFiles.str2deck(schstr))["COMPDAT"]
assert df["I"].unique() == 33
assert df["J"].unique() == 44
assert (df["K1"].values == range(10, 20 + 1)).all()
assert (df["K2"].values == range(10, 20 + 1)).all()
# Check that we can read withoug unrolling:
df_noroll = compdat.deck2dfs(EclFiles.str2deck(schstr), unroll=False)["COMPDAT"]
assert len(df_noroll) == 1
def test_comp2df():
"""Test that dataframes are produced"""
eclfiles = EclFiles(DATAFILE)
compdfs = compdat.deck2dfs(eclfiles.get_ecldeck())
assert not compdfs["COMPDAT"].empty
assert compdfs["WELSEGS"].empty # REEK demo does not include multisegment wells
assert compdfs["COMPSEGS"].empty
assert len(compdfs["COMPDAT"].columns)
def test_samecellperf():
"""Test that we allow multiple perforations in the same cell"""
schstr = """
COMPDAT
'OP1' 1 1 1 1 /
'OP2' 1 1 1 1 /
/
"""
df = compdat.deck2dfs(EclFiles.str2deck(schstr))["COMPDAT"]
assert len(df) == 2
def test_wsegaicd():
"""Test the WSEGAICD parser for column names and default values"""
schstr = """WSEGAICD
OP_6 31 31 1.7e-05 -1.18 1000 1.0 0.5 4* 3.05 0.67
OPEN 1.0 1.0 1.0 2.43 1.18 10.0 /
/
"""
deck = EclFiles.str2deck(schstr)
wsegaicd = compdat.deck2dfs(deck)["WSEGAICD"]
pd.testing.assert_frame_equal(
wsegaicd,
pd.DataFrame(
data=[
{
"WELL": "OP_6",
"SEGMENT1": 31,
"SEGMENT2": 31,
"STRENGTH": 1.7e-05,
"LENGTH": -1.18,
"DENSITY_CALI": 1000.0,
"VISCOSITY_CALI": 1.0,
"CRITICAL_VALUE": 0.5,
"WIDTH_TRANS": 0.05,
"MAX_VISC_RATIO": 5,
"METHOD_SCALING_FACTOR": -1,
"MAX_ABS_RATE": None,
"FLOW_RATE_EXPONENT": 3.05,
"VISC_EXPONENT": 0.67,
"STATUS": "OPEN",
"OIL_FLOW_FRACTION": 1.0,
"WATER_FLOW_FRACTION": 1.0,
"GAS_FLOW_FRACTION": 1.0,
"OIL_VISC_FRACTION": 2.43,
"WATER_VISC_FRACTION": 1.18,
"GAS_VISC_FRACTION": 10.0,
"DATE": None,
}
]
),
)
def test_str2df():
"""Testing making a dataframe from an explicit string"""
schstr = """
WELSPECS
'OP1' 'OPWEST' 41 125 1759.74 'OIL' 0.0 'STD' 'SHUT' 'YES' 0 'SEG' /
/
COMPDAT
'OP1' 33 110 31 31 'OPEN' 0 6467.31299 0.216 506642.25 0.0 0.0 'Y' 7.18 /
-- comments.
/
WELSEGS
'OP1' 1689 1923 1.0E-5 'ABS' 'HFA' 'HO' / comment without -- identifier
-- foo bar
2 2 1 1 1923.9 1689.000 0.1172 0.000015 /
/
COMPSEGS
'OP1' / -- Yet a comment
-- comment
41 125 29 5 2577.0 2616.298 / icd on branch 1 in segment 17
/
-- (WSEGVALS is not processed)
WSEGVALV
'OP1' 166 1 7.4294683E-06 0 / icd on segment 17, cell 41 125 29
/
"""
deck = EclFiles.str2deck(schstr)
compdfs = compdat.deck2dfs(deck)
compdat_df = compdfs["COMPDAT"]
welsegs = compdfs["WELSEGS"]
compsegs = compdfs["COMPSEGS"]
assert "WELL" in compdat_df
assert len(compdat_df) == 1
assert compdat_df["WELL"].unique()[0] == "OP1"
# Check that we have not used the very long opm.io term here:
assert "CONNECTION_TRANSMISSIBILITY_FACTOR" not in compdat_df
assert "TRAN" in compdat_df
assert "Kh" not in compdat_df # Mixed-case should not be used.
assert "KH" in compdat_df
# Make sure the ' are ignored:
assert compdat_df["OP/SH"].unique()[0] == "OPEN"
# Continue to WELSEGS
assert len(welsegs) == 1 # First record is appended to every row.
# Since we have 'ABS' in WELSEGS, there should be an extra
# column called 'SEGMENT_MD'
assert "SEGMENT_MD" in welsegs
assert welsegs["SEGMENT_MD"].max() == 1923.9
# Test COMPSEGS
assert len(compsegs) == 1
assert "WELL" in compsegs
assert compsegs["WELL"].unique()[0] == "OP1"
assert len(compsegs.dropna(axis=1, how="all").iloc[0]) == 8
# Check date handling
assert "DATE" in compdat_df
assert not all(compdat_df["DATE"].notna())
compdat_date = compdat.deck2dfs(deck, start_date="2000-01-01")["COMPDAT"]
assert "DATE" in compdat_date
assert all(compdat_date["DATE"].notna())
assert len(compdat_date["DATE"].unique()) == 1
assert str(compdat_date["DATE"].unique()[0]) == "2000-01-01"
def test_msw_str2df():
"""Testing making a dataframe from an explicit string including MSW"""
schstr = """
WELSPECS
'OP_6' 'DUMMY' 28 37 1575.82 OIL 0.0 'STD' 'SHUT' 'YES' 0 'SEG' /
/
COMPDAT
'OP_6' 28 37 1 1 OPEN 0 1.27194551 0.311 114.88788 0.0 0.0 'X' 19.652259 /
/
WELSEGS
-- WELL SEGMENTTVD SEGMENTMD WBVOLUME INFOTYPE PDROPCOMP MPMODEL
'OP_6' 0.0 0.0 1.0E-5 'ABS' 'HF-' 'HO' /
-- SEG SEG2 BRANCH OUT MD TVD DIAM ROUGHNESS
2 2 1 1 2371.596 1577.726 0.15 0.00065 /
/
COMPSEGS
'OP_6' /
-- I J K BRANCH STARTMD ENDMD DIR DEF SEG
28 37 1 2 2366.541 2376.651 1* 3* 31 /
/
WSEGAICD
-- WELL SEG SEG2 ALPHA SF RHO VIS EMU DEF X Y FLAG A B C D E F
OP_6 31 31 1.7253e-05 -1.186915444 1000.0 1.0 0.5 4* 3.05 0.67 OPEN 1.0 1.0 1.0 2.43 1.18 10.0 /
/
"""
deck = EclFiles.str2deck(schstr)
compdfs = compdat.deck2dfs(deck)
compdat_df = compdfs["COMPDAT"]
welsegs = compdfs["WELSEGS"]
compsegs = compdfs["COMPSEGS"]
wsegaicd = compdfs["WSEGAICD"]
assert "WELL" in compdat_df
assert len(compdat_df) == 1
assert compdat_df["WELL"].unique()[0] == "OP_6"
# Check that we have not used the very long opm.io term here:
assert "CONNECTION_TRANSMISSIBILITY_FACTOR" not in compdat_df
assert "TRAN" in compdat_df
assert "Kh" not in compdat_df # Mixed-case should not be used.
assert "KH" in compdat_df
# Make sure the ' are ignored:
assert compdat_df["OP/SH"].unique()[0] == "OPEN"
# Continue to WELSEGS
assert len(welsegs) == 1 # First record is appended to every row.
# Since we have 'ABS' in WELSEGS, there should be an extra
# column called 'SEGMENT_MD'
assert "SEGMENT_MD" in welsegs
assert welsegs["SEGMENT_MD"].max() == 2371.596
# Test COMPSEGS
assert len(compsegs) == 1
assert "WELL" in compsegs
assert compsegs["WELL"].unique()[0] == "OP_6"
assert len(compsegs.dropna(axis=1, how="all").iloc[0]) == 9
# Test WSEGAICD
assert len(wsegaicd) == 1
assert "WELL" in wsegaicd
assert wsegaicd["WELL"].unique()[0] == "OP_6"
assert len(wsegaicd.dropna(axis=1, how="all").iloc[0]) == 19
# Check date handling
assert "DATE" in compdat_df
assert not all(compdat_df["DATE"].notna())
compdat_date = compdat.deck2dfs(deck, start_date="2000-01-01")["COMPDAT"]
assert "DATE" in compdat_date
assert all(compdat_date["DATE"].notna())
assert len(compdat_date["DATE"].unique()) == 1
assert str(compdat_date["DATE"].unique()[0]) == "2000-01-01"
def test_schfile2df():
"""Test that we can process individual files"""
deck = EclFiles.file2deck(SCHFILE)
compdfs = compdat.deck2dfs(deck)
assert not compdfs["COMPDAT"].columns.empty
assert not compdfs["COMPDAT"].empty
def test_welopen_complump(test_input, expected):
"""Test the welopen_complump functionality through Eclipse decks"""
deck = EclFiles.str2deck(test_input)
dfs = compdat.deck2dfs(deck)
pd.testing.assert_frame_equal(dfs["COMPDAT"][expected.columns], expected)
def test_parse_wlist(deckstr, expected_df):
deck = EclFiles.str2deck(deckstr)
wlistdf = compdat.deck2dfs(deck)["WLIST"]
pd.testing.assert_frame_equal(wlistdf, expected_df, check_like=True)
def test_msw_str2df():
"""Testing making a dataframe from an explicit string including MSW"""
schstr = """
WELSPECS
'OP_6' 'DUMMY' 28 37 1575.82 OIL 0.0 'STD' 'SHUT' 'YES' 0 'SEG' /
/
COMPDAT
'OP_6' 28 37 1 1 OPEN 0 1.2719 0.311 114.887 0.0 0.0 'X' 19.65 /
/
WELSEGS
-- WELL SEGMENTTVD SEGMENTMD WBVOLUME INFOTYPE PDROPCOMP MPMODEL
'OP_6' 0.0 0.0 1.0E-5 'ABS' 'HF-' 'HO' /
-- SEG SEG2 BRANCH OUT MD TVD DIAM ROUGHNESS
2 2 1 1 2371.596 1577.726 0.15 0.00065 /
/
COMPSEGS
'OP_6' /
-- I J K BRANCH STARTMD ENDMD DIR DEF SEG
28 37 1 2 2366.541 2376.651 1* 3* 31 /
/
WSEGAICD
-- WELL SEG SEG2 ALPHA SF RHO VIS EMU DEF X Y
-- FLAG A B C D E F
OP_6 31 31 1.7e-05 -1.18 1000 1.0 0.5 4* 3.05 0.67
OPEN 1.0 1.0 1.0 2.43 1.18 10.0 /
/
WSEGSICD
-- WELL SEG SEG2 ALPHA SF RHO VIS WCT
OP_6 31 31 0.0001 -1.186915444 1000.0 1.0 0.5 /
/
WSEGVALV
-- WELL SEG CV AC L
OP_6 31 0.0084252 0.00075 1* /
/
"""
deck = EclFiles.str2deck(schstr)
compdfs = compdat.deck2dfs(deck)
wsegaicd = compdfs["WSEGAICD"]
wsegsicd = compdfs["WSEGSICD"]
wsegvalv = compdfs["WSEGVALV"]
# Test WSEGAICD
assert len(wsegaicd) == 1
assert "WELL" in wsegaicd
assert wsegaicd["WELL"].unique()[0] == "OP_6"
assert len(wsegaicd.dropna(axis=1, how="all").iloc[0]) == 20
# Test WSEGSICD
assert len(wsegsicd) == 1
assert "WELL" in wsegsicd
assert wsegsicd["WELL"].unique()[0] == "OP_6"
assert len(wsegsicd.dropna(axis=1, how="all").iloc[0]) == 12
# Test WSEGVALV
assert len(wsegvalv) == 1
assert "WELL" in wsegvalv
assert wsegvalv["WELL"].unique()[0] == "OP_6"
assert len(wsegvalv.dropna(axis=1, how="all").iloc[0]) == 5
def test_defaulted_compdat_i_j(tmp_path):
"""I and J can be defaulted (that is 1* or 0) in COMPDAT records, then
that information should be fetched from the most recent WELSPECS keyword
"""
welspecs_str = """
WELSPECS
OP1 OPWEST 20 30 1000 /
/
"""
compdat_str_def_i = """
COMPDAT
'OP1' 1* 0 10 11 /
/
"""
compdat_str_def_j = """
COMPDAT
'OP1' 20 1* 10 11 /
/
"""
compdat_str_nodefaults = """
COMPDAT
'OP1' 55 66 80 80 /
/
"""
with pytest.raises(ValueError, match="WELSPECS must be provided when I"):
compdat.deck2dfs(EclFiles.str2deck(compdat_str_def_i))["COMPDAT"]
# I value of 0 also means defaulted:
with pytest.raises(ValueError, match="WELSPECS must be provided when I"):
compdat.deck2dfs(EclFiles.str2deck(compdat_str_def_i.replace("1*", "0")))[
"COMPDAT"
]
with pytest.raises(ValueError, match="WELSPECS must be provided when J"):
compdat.deck2dfs(EclFiles.str2deck(compdat_str_def_j))["COMPDAT"]
# J value of 0 also means defaulted:
with pytest.raises(ValueError, match="WELSPECS must be provided when J"):
compdat.deck2dfs(EclFiles.str2deck(compdat_str_def_j.replace("1*", "0")))[
"COMPDAT"
]
with pytest.raises(ValueError, match="WELSPECS must be provided"):
# Wrong order:
compdat.deck2dfs(EclFiles.str2deck(compdat_str_def_i + welspecs_str))["COMPDAT"]
# Simplest example:
compdat_df = compdat.deck2dfs(EclFiles.str2deck(welspecs_str + compdat_str_def_i))[
"COMPDAT"
]
assert compdat_df["I"].unique() == [20]
assert compdat_df["J"].unique() == [30]
# Two wells:
compdat_df = compdat.deck2dfs(
EclFiles.str2deck(
welspecs_str.replace("OP1", "OP2").replace("30", "99")
+ welspecs_str
+ compdat_str_def_i
)
)["COMPDAT"]
# Partial defaulting
compdat_df = compdat.deck2dfs(
EclFiles.str2deck(welspecs_str + compdat_str_def_i + compdat_str_nodefaults)
)["COMPDAT"]
assert set(compdat_df["I"].unique()) == {20, 55}
assert set(compdat_df["J"].unique()) == {30, 66}
compdat_df = compdat.deck2dfs(
EclFiles.str2deck(
welspecs_str.replace("OP1", "OP2").replace("30", "99")
+ welspecs_str
+ compdat_str_def_i
+ compdat_str_def_i.replace("OP1", "OP2")
)
)["COMPDAT"]
assert compdat_df[compdat_df["WELL"] == "OP1"]["I"].unique() == [20]
assert compdat_df[compdat_df["WELL"] == "OP2"]["I"].unique() == [20]
assert compdat_df[compdat_df["WELL"] == "OP1"]["J"].unique() == [30]
assert compdat_df[compdat_df["WELL"] == "OP2"]["J"].unique() == [99]
# Same well redrilled to new location
compdat_df = compdat.deck2dfs(
EclFiles.str2deck(
"DATES\n 1 JAN 2030 /\n/\n"
+ welspecs_str
+ compdat_str_def_i
+ "DATES\n 1 JAN 2040 /\n/\n"
+ welspecs_str.replace("30", "33")
+ compdat_str_def_i
)
)["COMPDAT"]
assert compdat_df[compdat_df["DATE"].astype(str) == "2030-01-01"]["J"].unique() == [
30
]
assert compdat_df[compdat_df["DATE"].astype(str) == "2040-01-01"]["J"].unique() == [
33
]
def test_welopen_wlist(test_input, expected):
deck = EclFiles.str2deck(test_input)
dfs = compdat.deck2dfs(deck)
pd.testing.assert_frame_equal(dfs["COMPDAT"][expected.columns], expected)
